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Automation Risk Analysis

Will “Scale Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scale Tester” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Scale Tester” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Analyze test data, making computations as necessary, to determine test results.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Collect or select samples for testing or for use as models.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Position products, components, or parts for testing.

  • Compute defect percentages or averages, using formulas and calculators.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Notify supervisors or other personnel of production problems.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Recommend necessary corrective actions, based on inspection results.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Compute usable amounts of items in shipments.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

Technologies & Software

  • Extensible markup language XML
  • Microsoft Office software
  • Siemens Industrial AI
  • Microsoft Excel
  • Microsoft Word
  • Microsoft PowerPoint
  • Wilcox Associates PC-DMIS Inspection Planner
  • Inspection marking systems
  • Rockwell Automation AI
  • Microsoft SharePoint
  • Qwen (Alibaba)
  • Microsoft Outlook
  • Database software
  • Mastercam computer-aided design and manufacturing software
  • Computer assisted design software
  • Sight Machine AI
  • Medical condition coding software
  • IBM Notes
  • Grok (xAI)
  • Computer-aided inspection software
  • ABB AI Robotics
  • The MathWorks MATLAB
  • Skype
  • Label inspection systems
  • SAP software
  • Claude (Anthropic)
  • Atlassian JIRA
  • ChatGPT (OpenAI)
  • R
  • Cognex Vision AI
  • Llama (Meta)
  • Coordinate measuring machine software
  • Design of experiments DOE software
  • Apache Pig
  • Cybermetrics GAGETrak
  • Minitab
  • Kimi (Moonshot AI)
  • Verisurf Metrology
  • Gemini (Google)
  • IBM Lotus Notes
  • Data analysis software
  • Dassault Systemes SolidWorks
  • Statistical process control SPC data collection devices
  • Autodesk AutoCAD
  • DeepSeek
  • Dassault Systemes CATIA
  • Mistral (Mistral AI)
  • Structured query language SQL
  • Microsoft Visio
  • Selenium
  • Data entry software
  • Tolerance analysis software
  • FileMaker Pro
  • Mastercam Design
  • Apache Hive
  • Nova (Amazon)
  • Microsoft Access
  • Hipot testers
  • Personal computers
  • Magnetic particle flaw detectors
  • Resistivity meters
  • Continuity testers
  • Vibration and shaker systems
  • Calorimetric leak testers
  • Overhead cranes
  • Impact hammers
  • Ammeters
  • Digital multimeters
  • Pi tapes
  • Accelerometers
  • Logic test systems
  • Pulse generators
  • Measuring microscopes
  • Penetrant flaw detectors
  • Laser shearography flaw detectors
  • Null-balance acceleration instruments
  • Pin gauges
  • Digital resistance thermometers
  • Beta gauges
  • Laser thickness gauges
  • Manufacturing defect analyzers MDA
  • Hydraulic lifts
  • Plotters
  • Optical comparators
  • Strain gauges
  • Gloss meters
  • Multimeters
  • Depth gauges
  • Digital resistance meters
  • Linear or mixed signal equipment
  • Force transducers
  • Micrometers
  • Signal generators
  • Calipers
  • Conductivity meters
  • Bit error rate testers BERT
  • Return loss calibrator RLC passive component testers
  • Plug gauges
  • Verisurf 3Dgage
  • Creep and stress relaxation testers
  • Utrasonic flaw detectors
  • Compression testers
  • Verisurf Master3DGage
  • Digital voltmeters DVM
  • Holographic interferometers
  • Tensile testers
  • Ductility testers
  • Shock testers
  • Frequency counters
  • Capacitive acceleration instruments
  • Environmental chambers
  • Sampling oscilloscopes
  • Metallurgical microscopes
  • Frequency meters
  • Resonance acceleration instruments
  • Impact toughness testers
  • Power meters
  • Bubble leak testers
  • Coordinate measuring machines CMM
  • Hardness testers
  • Magnetic induction acceleration instruments
  • Eddy current probes
  • Industrial bench scales
  • Forklifts
  • Color spectrometers
  • Printed circuit board PCB testers
  • Fatigue testers
  • Height gauges
  • Viscometers
  • Resistance meters
  • Hydraulic pumps
  • Optical gauges
  • Shear testers
  • In-circuit testers
  • Sorting machines
  • Function generators
  • Piezoelectric acceleration instruments
  • Direct current DC power testers
  • Eddy current flaw detectors
  • Moisture meters
  • Verisurf CMM Master
  • Thread gauges
  • Radiographic flaw detectors
  • Backplane testers
  • Mass flow leak testers

Alternative Job Titles